Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "58"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 58 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 72 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 70 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 58, Node N05:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459888 RF_maintenance 100.00% 0.00% 30.29% 0.00% - - 6.056443 -0.126931 -0.700102 1.331158 10.425208 87.414225 2.140261 1.728494 0.6973 0.5368 0.3986 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.267323 1.776635 2.428741 2.893015 2.828234 2.480612 -1.406294 -1.477814 0.6924 0.6999 0.3721 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.150625 1.658350 2.546235 2.816341 3.511410 3.069930 1.136972 1.093986 0.7173 0.7546 0.3150 nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.189794 20.952208 61.658237 63.769685 14.188846 19.418381 17.531797 12.346430 0.0366 0.0341 0.0015 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.874423 11.919185 11.562718 12.267676 7.972806 9.906714 2.840301 2.282815 0.0354 0.0329 0.0018 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.153126 16.767964 55.770752 57.478891 7.939934 10.876027 10.130486 9.337544 0.0383 0.0349 0.0020 nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.517616 27.324839 62.194035 64.658601 11.217645 15.264794 4.251075 3.603478 0.0391 0.0359 0.0019 nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.249748 15.563365 71.026520 73.538080 22.039846 30.492026 10.493832 17.782456 0.0367 0.0341 0.0006 nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.172326 18.916406 58.831361 60.426986 6.775586 9.270054 3.646926 2.830402 0.0360 0.0334 0.0016 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.201139 10.033116 10.355047 10.989715 1.454722 2.043180 4.744588 4.050641 0.0356 0.0326 0.0022 nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.548564 16.933614 71.241381 73.100688 11.601472 15.760831 11.786155 9.340822 0.0391 0.0362 0.0018 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.558132 19.070344 51.195198 53.560443 29.954951 44.157733 9.596541 8.123667 0.0388 0.0358 0.0020 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.334244 20.513636 67.086226 69.611018 13.411502 20.774108 5.069215 9.423878 0.0378 0.0354 0.0017 nan nan
2459874 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.525630 28.588807 34.960322 36.589881 18.317284 27.594968 7.047386 5.863419 0.0377 0.0348 0.0018 nan nan
2459873 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.541291 21.471293 45.245849 47.297259 7.356572 11.274908 3.214762 2.796873 0.0383 0.0362 0.0016 nan nan
2459872 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.047053 19.074026 57.961308 60.663289 20.320935 31.533339 4.647622 3.475849 0.0347 0.0325 0.0018 nan nan
2459871 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.883596 15.575057 62.520505 64.791737 18.224086 26.106035 2.653746 1.938533 0.0362 0.0336 0.0018 nan nan
2459870 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.850477 25.538555 47.059696 48.905732 11.029413 18.302230 10.378254 9.423895 0.0369 0.0335 0.0022 nan nan
2459869 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.350077 20.351257 47.023105 48.569540 15.930409 23.191376 7.259771 6.278522 0.0391 0.0358 0.0022 nan nan
2459868 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.913826 23.660412 71.220454 73.638130 10.944404 17.236357 7.210589 5.565003 0.0363 0.0334 0.0018 nan nan
2459867 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.787187 16.973451 55.929408 58.285720 5.871565 10.036196 4.787894 3.434607 0.0365 0.0332 0.0024 nan nan
2459866 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.976249 19.236195 52.713924 55.114419 6.678954 11.356949 3.159837 2.522608 0.0404 0.0365 0.0023 nan nan
2459865 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.537205 21.707485 64.035749 67.170204 15.886938 24.141765 15.903296 12.970215 0.0345 0.0321 0.0018 nan nan
2459864 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.446668 26.404103 25.597533 27.477140 8.329402 13.489447 7.315286 6.609157 0.0347 0.0321 0.0018 nan nan
2459863 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.837278 15.923060 8.100957 8.866602 3.081911 5.188336 3.536090 2.710161 0.0355 0.0327 0.0017 nan nan
2459862 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.596156 16.113958 29.240533 31.578592 12.579681 19.085551 2.808738 2.101927 0.0381 0.0352 0.0018 nan nan
2459861 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.736722 11.900785 8.171341 9.099159 2.602209 3.300136 3.024032 2.498928 0.0344 0.0321 0.0018 nan nan
2459860 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.662248 13.154097 24.531084 26.347789 14.829581 21.820400 2.975675 2.215078 0.0356 0.0327 0.0020 nan nan
2459859 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.869075 11.193102 8.838717 9.778148 2.297334 2.885207 1.647427 1.164560 0.0368 0.0337 0.0016 nan nan
2459858 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.556783 11.884321 9.144094 10.026078 2.366092 3.050427 3.067003 2.530397 0.0355 0.0332 0.0016 1.127509 1.123357
2459857 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.061738 6.446334 1.428644 1.640468 1.499582 2.943093 9.755672 8.598534 0.0255 0.0240 0.0009 nan nan
2459856 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.422373 17.963582 23.073412 24.662207 6.747806 12.367409 4.236059 3.963897 0.0371 0.0336 0.0021 1.153819 1.149349
2459855 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.020490 17.600597 24.100542 25.536734 2.743211 4.327797 1.901462 1.334143 0.0369 0.0339 0.0017 1.149653 1.146712
2459854 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.046196 15.902427 18.458065 19.489701 3.776567 4.251412 4.235618 3.761810 0.0375 0.0342 0.0016 1.148179 1.144144
2459853 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.630936 15.700276 25.074350 27.012031 7.119570 11.121337 5.017723 4.347638 0.0389 0.0352 0.0021 1.158040 1.152649
2459852 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.140699 16.799798 25.817632 28.228954 15.691258 20.076315 16.873923 16.542281 0.0345 0.0318 0.0016 1.144578 1.141759
2459851 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.858340 21.015767 26.550557 30.192701 21.571601 43.618153 14.857156 21.607826 0.0609 0.0483 0.0080 1.187269 1.171732
2459850 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.978275 18.592303 22.950170 25.130504 10.363400 19.961295 8.241577 17.094340 0.0279 0.0263 0.0016 1.147802 1.143827
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.943287 16.937911 46.330830 49.646543 7.152335 13.042382 5.139051 6.615631 0.0282 0.0264 0.0019 1.178669 1.174447
2459848 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.698532 15.199694 29.727901 32.414797 14.360842 21.903535 4.079544 4.328012 0.0280 0.0264 0.0017 1.169238 1.165286
2459847 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.715068 17.761102 27.743006 30.596106 21.903283 28.272135 2.135129 1.548366 0.0275 0.0260 0.0016 1.171138 1.166386
2459846 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.147604 26.377415 33.702278 35.570169 21.706525 21.096693 5.631938 4.846579 0.0295 0.0276 0.0030 1.217586 1.197340
2459845 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.114651 19.409549 39.380954 41.847648 10.218570 16.732479 3.183368 2.014713 0.0436 0.0398 0.0024 1.132520 1.127421
2459844 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.879169 15.452362 5.864911 8.517685 3.079212 2.442691 12.694035 11.455551 0.0253 0.0238 0.0009 nan nan
2459843 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.366531 19.254533 18.917034 20.471857 64.610921 71.087180 1.442209 0.911971 0.0457 0.0410 0.0049 1.257227 1.254190

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 58: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 87.414225 -0.126931 6.056443 1.331158 -0.700102 87.414225 10.425208 1.728494 2.140261

Antenna 58: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 2.893015 1.776635 1.267323 2.893015 2.428741 2.480612 2.828234 -1.477814 -1.406294

Antenna 58: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance ee Shape 12.150625 12.150625 1.658350 2.546235 2.816341 3.511410 3.069930 1.136972 1.093986

Antenna 58: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 63.769685 20.952208 18.189794 63.769685 61.658237 19.418381 14.188846 12.346430 17.531797

Antenna 58: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 12.267676 11.919185 9.874423 12.267676 11.562718 9.906714 7.972806 2.282815 2.840301

Antenna 58: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 57.478891 16.767964 14.153126 57.478891 55.770752 10.876027 7.939934 9.337544 10.130486

Antenna 58: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 64.658601 27.324839 23.517616 64.658601 62.194035 15.264794 11.217645 3.603478 4.251075

Antenna 58: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 73.538080 15.563365 13.249748 73.538080 71.026520 30.492026 22.039846 17.782456 10.493832

Antenna 58: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 60.426986 18.916406 16.172326 60.426986 58.831361 9.270054 6.775586 2.830402 3.646926

Antenna 58: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 10.989715 10.033116 8.201139 10.989715 10.355047 2.043180 1.454722 4.050641 4.744588

Antenna 58: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 73.100688 16.933614 14.548564 73.100688 71.241381 15.760831 11.601472 9.340822 11.786155

Antenna 58: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 53.560443 16.558132 19.070344 51.195198 53.560443 29.954951 44.157733 9.596541 8.123667

Antenna 58: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Power 69.611018 17.334244 20.513636 67.086226 69.611018 13.411502 20.774108 5.069215 9.423878

Antenna 58: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 36.589881 24.525630 28.588807 34.960322 36.589881 18.317284 27.594968 7.047386 5.863419

Antenna 58: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 47.297259 18.541291 21.471293 45.245849 47.297259 7.356572 11.274908 3.214762 2.796873

Antenna 58: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 60.663289 19.074026 16.047053 60.663289 57.961308 31.533339 20.320935 3.475849 4.647622

Antenna 58: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 64.791737 15.575057 12.883596 64.791737 62.520505 26.106035 18.224086 1.938533 2.653746

Antenna 58: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 48.905732 21.850477 25.538555 47.059696 48.905732 11.029413 18.302230 10.378254 9.423895

Antenna 58: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 48.569540 18.350077 20.351257 47.023105 48.569540 15.930409 23.191376 7.259771 6.278522

Antenna 58: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 73.638130 19.913826 23.660412 71.220454 73.638130 10.944404 17.236357 7.210589 5.565003

Antenna 58: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 58.285720 13.787187 16.973451 55.929408 58.285720 5.871565 10.036196 4.787894 3.434607

Antenna 58: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 55.114419 19.236195 15.976249 55.114419 52.713924 11.356949 6.678954 2.522608 3.159837

Antenna 58: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 67.170204 17.537205 21.707485 64.035749 67.170204 15.886938 24.141765 15.903296 12.970215

Antenna 58: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 27.477140 26.404103 21.446668 27.477140 25.597533 13.489447 8.329402 6.609157 7.315286

Antenna 58: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Shape 15.923060 12.837278 15.923060 8.100957 8.866602 3.081911 5.188336 3.536090 2.710161

Antenna 58: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 31.578592 12.596156 16.113958 29.240533 31.578592 12.579681 19.085551 2.808738 2.101927

Antenna 58: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Shape 11.900785 11.900785 9.736722 9.099159 8.171341 3.300136 2.602209 2.498928 3.024032

Antenna 58: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 26.347789 10.662248 13.154097 24.531084 26.347789 14.829581 21.820400 2.975675 2.215078

Antenna 58: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Shape 11.193102 8.869075 11.193102 8.838717 9.778148 2.297334 2.885207 1.647427 1.164560

Antenna 58: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Shape 11.884321 11.884321 9.556783 10.026078 9.144094 3.050427 2.366092 2.530397 3.067003

Antenna 58: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance ee Temporal Discontinuties 9.755672 6.446334 7.061738 1.640468 1.428644 2.943093 1.499582 8.598534 9.755672

Antenna 58: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 24.662207 14.422373 17.963582 23.073412 24.662207 6.747806 12.367409 4.236059 3.963897

Antenna 58: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 25.536734 17.600597 15.020490 25.536734 24.100542 4.327797 2.743211 1.334143 1.901462

Antenna 58: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 19.489701 15.902427 15.046196 19.489701 18.458065 4.251412 3.776567 3.761810 4.235618

Antenna 58: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 27.012031 15.700276 12.630936 27.012031 25.074350 11.121337 7.119570 4.347638 5.017723

Antenna 58: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 28.228954 14.140699 16.799798 25.817632 28.228954 15.691258 20.076315 16.873923 16.542281

Antenna 58: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Temporal Variability 43.618153 9.858340 21.015767 26.550557 30.192701 21.571601 43.618153 14.857156 21.607826

Antenna 58: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 25.130504 11.978275 18.592303 22.950170 25.130504 10.363400 19.961295 8.241577 17.094340

Antenna 58: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 49.646543 13.943287 16.937911 46.330830 49.646543 7.152335 13.042382 5.139051 6.615631

Antenna 58: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 32.414797 15.199694 12.698532 32.414797 29.727901 21.903535 14.360842 4.328012 4.079544

Antenna 58: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 30.596106 17.761102 14.715068 30.596106 27.743006 28.272135 21.903283 1.548366 2.135129

Antenna 58: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 35.570169 24.147604 26.377415 33.702278 35.570169 21.706525 21.096693 5.631938 4.846579

Antenna 58: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 41.847648 19.409549 16.114651 41.847648 39.380954 16.732479 10.218570 2.014713 3.183368

Antenna 58: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Shape 15.452362 14.879169 15.452362 5.864911 8.517685 3.079212 2.442691 12.694035 11.455551

Antenna 58: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Temporal Variability 71.087180 19.254533 16.366531 20.471857 18.917034 71.087180 64.610921 0.911971 1.442209
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